Work

Extracting data trapped in a legacy application

Using an agent as a reluctant API for software that never had one.

What happens

  1. Navigate to the dashboard or report nobody can export from
  2. Read the values off the screen
  3. Page through until the dataset is complete
  4. Return the result as structured text or JSON

A neat inversion of the usual framing. The agent is not automating a workflow here — it is being used as an interface to software that was never given one. Read-only, which makes it the safest of the work cases: the worst outcome is a wrong answer rather than a wrong action.

Where it breaks

Pagination, and anything requiring a scroll to reveal the rest of the data. It is easy to get a confident, complete-looking answer that in fact covers only the first page — always check the row count against something independent.